The oak crashed with a roar, the sound rattling Amelia’s teacups in their cabinet. She stared out the window, a tremor running through her. The branches had pinned Mrs. Gable’s shed, a mangled mess of wood and shingles. A tightness settled in Amelia's chest, a feeling she couldn't quite name. She picked up the phone, her fingers fumbling with the buttons. "Hello, George? Could you… could you come over? Mrs. Gable's tree..." Her voice trailed off, a hesitant whisper. She felt a familiar hollowness blooming in her stomach, a sensation of helplessness.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258